{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "adapted-collins",
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import (\n",
    "    datetime as dt,\n",
    "    timezone, timedelta)\n",
    "from numpy import *\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adjusted-ireland",
   "metadata": {},
   "source": [
    "读取沪深300行情数据，因为按教程的开展进度，我们目前还没有部署好QUANTAXIS，所以没有直接调用行情数据的方法。在这个教学例子中，只能用预先保存好的行情数据文件代替。行情数据文件的实际路径需要按照你的部署目录修改，请自行编辑下面的路径字符串。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "listed-redhead",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 如果加载不到这个例子数据文件，请自行下载数据文件保存到用户目录，并修改下面的存储路径的用户名\n",
    "market_df = pd.read_pickle(u'C:\\\\Users\\\\azai\\\\OneDrive\\\\Documents\\\\kline_399300_60min_21-01-29_15_00.pickle')\n",
    "# 日线\n",
    "#market_df = pd.read_pickle(u'C:\\\\Users\\\\azai\\\\OneDrive\\\\Documents\\\\kline_399300_day_21-01-29_00_00.pickle')\n",
    "\n",
    "# 兼容日线和小时线的处理。双重索引的行情数据结构来自QUANTAXIS:QADataStruct\n",
    "if('type' in market_df.columns):\n",
    "    market_df['date'] = pd.to_datetime(market_df.index.get_level_values(level=0))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "structured-cisco",
   "metadata": {},
   "source": [
    "因为 Prophet 所需要的两列名称是 ‘ds’ 和 ‘y’，其中，’ds’ 表示时间戳，’y’ 表示时间序列的值，因此通常来说都需要修改 pd.dataframe 的列名字。如果原来的两列名字是 ‘timestamp’ 和 ‘value’ 的话，只需要这样写："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "outside-quilt",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = market_df.reset_index().rename(columns={'date':'ds', 'close':'y'})\n",
    "df['y'] = np.log(df['y'])\n",
    "\n",
    "# 构造模型并且训练数据\n",
    "model = Prophet()\n",
    "model.fit(df);\n",
    "\n",
    "# 预测未来的periods个数据\n",
    "future = model.make_future_dataframe(periods=22) #forecasting for 1 year from now.\n",
    "forecast = model.predict(future)\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "plt.rcParams['figure.figsize']=(20,10)\n",
    "plt.style.use('ggplot')\n",
    "\n",
    "figure = model.plot(forecast)\n",
    "for changepoint in model.changepoints:\n",
    "    plt.axvline(changepoint,ls='--', lw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bearing-extent",
   "metadata": {},
   "outputs": [],
   "source": [
    "two_years = market_df.copy()\n",
    "code = market_df.index.get_level_values(level=1)[0]\n",
    "forecast['code'] = code\n",
    "forecast = forecast.rename(columns={'ds':'date'}).set_index(['date', 'code'])\n",
    "two_years = two_years.reindex(columns=[*two_years.columns,\n",
    "                                        *['yhat', 'yhat_upper', 'yhat_lower']])\n",
    "two_years.loc[:, ['yhat', 'yhat_upper', 'yhat_lower']] = forecast.loc[two_years.index,\n",
    "                                                                      ['yhat', 'yhat_upper', 'yhat_lower']]\n",
    "two_years['yhat']=np.exp(two_years.yhat)\n",
    "two_years['yhat_upper']=np.exp(two_years.yhat_upper)\n",
    "two_years['yhat_lower']=np.exp(two_years.yhat_lower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "sealed-moisture",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='datetime,code'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "two_years[['close', 'yhat']].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "essential-bryan",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Date')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax1 = plt.subplots()\n",
    "each_day = market_df.index.get_level_values(level=0)\n",
    "ax1.plot(each_day, two_years.close)\n",
    "ax1.plot(each_day, two_years.yhat)\n",
    "ax1.plot(each_day, two_years.yhat_upper, color='black',  linestyle=':', alpha=0.5)\n",
    "ax1.plot(each_day, two_years.yhat_lower, color='black',  linestyle=':', alpha=0.5)\n",
    "\n",
    "ax1.set_title(u'沪深300时机走势(橙色)与沪深300预测波动置信区间(黑虚线)')\n",
    "ax1.set_ylabel('Price')\n",
    "ax1.set_xlabel('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "prescribed-grounds",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2021-01-29 15:00:00\n"
     ]
    }
   ],
   "source": [
    "print(each_day[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "herbal-smell",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "68     2018-12-19 10:30:00\n",
       "136    2019-01-15 10:30:00\n",
       "204    2019-02-14 10:30:00\n",
       "272    2019-03-11 10:30:00\n",
       "340    2019-04-03 10:30:00\n",
       "408    2019-04-29 10:30:00\n",
       "477    2019-05-27 11:30:00\n",
       "545    2019-06-20 11:30:00\n",
       "613    2019-07-15 11:30:00\n",
       "681    2019-08-07 11:30:00\n",
       "749    2019-08-30 11:30:00\n",
       "817    2019-09-25 11:30:00\n",
       "885    2019-10-25 11:30:00\n",
       "953    2019-11-19 11:30:00\n",
       "1021   2019-12-12 11:30:00\n",
       "1089   2020-01-07 11:30:00\n",
       "1157   2020-02-07 11:30:00\n",
       "1225   2020-03-03 10:30:00\n",
       "1294   2020-03-26 11:30:00\n",
       "1362   2020-04-21 11:30:00\n",
       "1430   2020-05-19 11:30:00\n",
       "1498   2020-06-11 11:30:00\n",
       "1566   2020-07-08 11:30:00\n",
       "1634   2020-07-31 11:30:00\n",
       "1702   2020-08-25 11:30:00\n",
       "Name: ds, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.changepoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "polar-temperature",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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